top of page
It's Your Data, Master It.
Scalable Deep Learning with Apache Submarine
Overview
Skills Needed
Learn to scale deep learning models with Apache Submarine. Explore distributed training, optimization, and more. Enroll now!
Intermediate knowledge of Apache Submarine fundamentals
Understanding of distributed computing concepts
Outline
Scaling Deep Learning Workloads Across Clusters
Model Sharding and Data Partitioning Strategies
Efficient Communication Protocols for Distributed Training
Distributed Data Loading Techniques
Fault Tolerance and Reliability in Distributed Training
Elastic Resource Management with Apache Submarine
Handling Dynamic Workloads and Resource Allocation
Automated Model Deployment Pipelines
Scalability Testing and Performance Benchmarking
Best Practices for Scalable Deep Learning with Apache Submarine
bottom of page